变压器用于快速检测气道狭窄和气道狭窄
James Anibal1,2, Rebecca Doctor3, Micah Boyer3
1Center for Interventional Oncology, NIH Clinical Center, National Institutes of Health, Bethesda, USA. anibaljt@nih.gov.
Scientific reports
|May 2, 2025
概括
上呼吸道狭窄,这是一种危险的呼吸道狭窄,以及呼吸障碍的呼吸障碍,可以被误诊. 新的人工智能模型通过呼吸声音准确地检测这些情况,帮助早期诊断.
科学领域:
- 医疗声学 医学声学
- 医疗保健中的人工智能
- 呼吸系统药物 呼吸系统药物
背景情况:
- 上呼吸道狭窄是一个危急的情况,导致呼吸道狭窄,可能导致失败.
- 气流乱引起的呼吸障碍,通常伴有严重的狭窄.
- 错误地诊断出狭窄和为喘或喘息,可能会使患者的结果变得更糟.
研究的目的:
- 呈现一个统一的数据集的呼吸任务,从患者的斯特里多和上呼吸道狭窄.
- 开发和评估定制的基于变压器的模型,用于使用声学数据检测狭窄和.
主要方法:
- 收集了被诊断为斯特里多和上呼吸道狭窄症的患者的呼吸任务记录.
- 训练了基于变压器的AI模型,从常见设备上记录的多个提示中获得声学数据.
- 使用曲线下的面积 (AUC) 评分来评估模型性能,以检测狭窄和斯特里多.
主要成果:
- 开发的模型在狭窄检测方面实现了0.875的AUC.
- 这些模型在斯特里多检测方面实现了0.864的AUC.
- 这些发现表明这些人工智能模型的潜力作为有效的选工具.
结论:
- 在声学录音上训练的基于变压器的模型在检测上呼吸道狭窄和度方面表现出很高的准确性.
- 这些人工智能工具可以在临床环境中作为有价值的查辅助工具,特别是在急诊室.
- 该研究强调了低成本,易于使用的呼吸道疾病诊断工具的潜力.
相关概念视频
Oxygen Delivering System II: Venturi Mask and Transtracheal Oxygen
169
Oxygen therapy is a pivotal aspect of medical care, particularly for patients with respiratory ailments. Two prominent oxygen-delivering systems include the Venturi mask and the transtracheal oxygen catheter.
Venturi Mask
The Venturi mask, named after the Venturi effect, is designed to deliver precise oxygen concentrations. It consists of a large tube with an oxygen inlet that narrows down, causing a pressure drop that pulls air in through adjustable side ports. The mask is a lightweight,...
Venturi Mask
The Venturi mask, named after the Venturi effect, is designed to deliver precise oxygen concentrations. It consists of a large tube with an oxygen inlet that narrows down, causing a pressure drop that pulls air in through adjustable side ports. The mask is a lightweight,...
169
Assessment of Airway, Skin Color, and Use of Accessory Muscles
915
A thorough assessment of respiratory health is paramount in clinical settings to identify and manage respiratory distress and ensure adequate oxygenation. This article elaborates on the critical aspects of respiratory evaluation, including airway assessment, skin color examination, and the observation of accessory muscle use, which are integral to effectively diagnosing and managing patients with respiratory conditions.
Introduction
The initial evaluation of a patient's respiratory system...
Introduction
The initial evaluation of a patient's respiratory system...
915
Endotracheal Tube Extubation
175
Endotracheal tube extubation is a critical procedure in weaning patients from mechanical ventilation. It involves physically removing the oral or nasal endotracheal (ET) tube, marking the final step in liberating a patient from ventilatory support.
Procedure
Extubation removes the endotracheal tube (ETT) from the patient on mechanical ventilation. It requires a well-coordinated, multidisciplinary approach involving physicians, nurses, respiratory therapists, and other healthcare professionals....
Procedure
Extubation removes the endotracheal tube (ETT) from the patient on mechanical ventilation. It requires a well-coordinated, multidisciplinary approach involving physicians, nurses, respiratory therapists, and other healthcare professionals....
175
Oxygen Delivering System III: Tracheostomy and T-piece
218
Oxygen delivery is critical in clinical care, especially for patients with respiratory disorders or those undergoing surgical procedures. Various systems, such as tracheostomy and the T-piece, deliver oxygen to the lungs, ensuring adequate arterial oxygenation.
Tracheostomy
A tracheostomy is a surgically created opening (stoma) in the anterior part of the trachea. It is used to establish a patient airway, bypass an upper airway obstruction, simplify the removal of secretions, permit long-term...
Tracheostomy
A tracheostomy is a surgically created opening (stoma) in the anterior part of the trachea. It is used to establish a patient airway, bypass an upper airway obstruction, simplify the removal of secretions, permit long-term...
218
Endotracheal Intubation I: Procedure
310
Endotracheal or ET intubation is a critical medical procedure used to secure a patient's airway, often in acute respiratory distress, apnea, upper airway obstruction, ineffective clearance of secretions, high risk for aspiration, or during general anesthesia.
The ET tube comprises various components, including a standard adaptor to attach a bag-valve-mask (BVM) or ventilator, a cuff, a pilot balloon, and radiopaque markings along its length to measure the insertion distance. The tube sizes...
The ET tube comprises various components, including a standard adaptor to attach a bag-valve-mask (BVM) or ventilator, a cuff, a pilot balloon, and radiopaque markings along its length to measure the insertion distance. The tube sizes...
310
Trachea
1.3K
The trachea, commonly known as the windpipe, is a vital part of the human respiratory system. It serves as a passageway for air to travel between the larynx and the bronchi, allowing oxygen to reach the lungs. Let's explore its anatomical features, dimensions, layers of the tracheal wall, associated muscles, and the functions of its parts.
Anatomical Features:
Location: About half of the trachea is situated in the neck, anterior to the esophagus, and extends from the larynx (at the level of...
Anatomical Features:
Location: About half of the trachea is situated in the neck, anterior to the esophagus, and extends from the larynx (at the level of...
1.3K


